{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hello world\n"
     ]
    }
   ],
   "source": [
    "print('hello world')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure()  # 创建画布层\n",
    "plt.plot([0, 1, 9],[1,2,4])  # 坐标 [x1, x2, x3], [y1, y2, y3]\n",
    "plt.plot([0, 2, 6, 7],[3,6,9, 10])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function figure in module matplotlib.pyplot:\n",
      "\n",
      "figure(num=None, figsize=None, dpi=None, facecolor=None, edgecolor=None, frameon=True, FigureClass=<class 'matplotlib.figure.Figure'>, clear=False, **kwargs)\n",
      "    Create a new figure.\n",
      "    \n",
      "    Parameters\n",
      "    ----------\n",
      "    num : integer or string, optional, default: None\n",
      "        If not provided, a new figure will be created, and the figure number\n",
      "        will be incremented. The figure objects holds this number in a `number`\n",
      "        attribute.\n",
      "        If num is provided, and a figure with this id already exists, make\n",
      "        it active, and returns a reference to it. If this figure does not\n",
      "        exists, create it and returns it.\n",
      "        If num is a string, the window title will be set to this figure's\n",
      "        `num`.\n",
      "    \n",
      "    figsize : (float, float), optional, default: None\n",
      "        width, height in inches. If not provided, defaults to\n",
      "        :rc:`figure.figsize` = ``[6.4, 4.8]``.\n",
      "    \n",
      "    dpi : integer, optional, default: None\n",
      "        resolution of the figure. If not provided, defaults to\n",
      "        :rc:`figure.dpi` = ``100``.\n",
      "    \n",
      "    facecolor : color spec\n",
      "        the background color. If not provided, defaults to\n",
      "        :rc:`figure.facecolor` = ``'w'``.\n",
      "    \n",
      "    edgecolor : color spec\n",
      "        the border color. If not provided, defaults to\n",
      "        :rc:`figure.edgecolor` = ``'w'``.\n",
      "    \n",
      "    frameon : bool, optional, default: True\n",
      "        If False, suppress drawing the figure frame.\n",
      "    \n",
      "    FigureClass : subclass of `~matplotlib.figure.Figure`\n",
      "        Optionally use a custom `.Figure` instance.\n",
      "    \n",
      "    clear : bool, optional, default: False\n",
      "        If True and the figure already exists, then it is cleared.\n",
      "    \n",
      "    Returns\n",
      "    -------\n",
      "    figure : `~matplotlib.figure.Figure`\n",
      "        The `.Figure` instance returned will also be passed to\n",
      "        new_figure_manager in the backends, which allows to hook custom\n",
      "        `.Figure` classes into the pyplot interface. Additional kwargs will be\n",
      "        passed to the `.Figure` init function.\n",
      "    \n",
      "    Notes\n",
      "    -----\n",
      "    If you are creating many figures, make sure you explicitly call\n",
      "    :func:`.pyplot.close` on the figures you are not using, because this will\n",
      "    enable pyplot to properly clean up the memory.\n",
      "    \n",
      "    `~matplotlib.rcParams` defines the default values, which can be modified\n",
      "    in the matplotlibrc file.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# help(plt.figure)\n",
    "# help(plt.xticks)\n",
    "# help(plt.yticks)\n",
    "dir(plt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 330x198 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[5, 3], dpi=66)  # 设置画布大小(单位英寸)和清晰度\n",
    "plt.plot([1,2,3,4,5],[2,3,4,5,6])\n",
    "plt.savefig('demo01.png') # 保存图片\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1056x594 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "plt.figure(figsize=[16, 9], dpi=66)  # 设置画布大小(单位英寸)和清晰度\n",
    "font = {'family' : 'simhei','weight' : 'bold','size': '15'}\n",
    "plt.rc('font', **font) # 配置解决中文乱码问题，window上找一个在设置里找字体设置，family填写中文字体文件的名字\n",
    "# 辅助层\n",
    "plt.grid(True, linestyle='-', linewidth=3, alpha=0.5, dashes=(0.5,1.0))  # 显示背景网格\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('温度')\n",
    "plt.title('30天温度变化')\n",
    "x_mark = range(1,31)\n",
    "y_mark = range(-10, 21, 2) # -20,20步长5产生数据\n",
    "x_labels = ['{} 号'.format(i) for i in x_mark]  # 产生对应个数的标签\n",
    "y_labels = ['{} 度'.format(i) for i in y_mark] # 产生对应个数的标签\n",
    "plt.xticks(x_mark[::3], x_labels[::3])  # 3天一个刻度, 第一个参数是坐标值(顺序值)，第二个参数是与第一个参数对应的坐标标签名\n",
    "plt.yticks(y_mark, y_labels) # 刻度-10到21之间每2个一个标，对应y_labels里的每个值\n",
    "# 图像层\n",
    "x = range(1, 31) # 天\n",
    "y = [random.uniform(-10, 20) for i in x] # 30个温度随机数\n",
    "y1 = [random.uniform(-10, 20) for i in x] # 30个温度随机数\n",
    "plt.plot(x, y, label='line 1')\n",
    "plt.plot(x, y1,  color='green', marker='o', markersize=12, label='line 2', linestyle='dashed',linewidth=2)\n",
    "plt.legend() # 显示图例 loc参数配置图例位置\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多个绘图区 axes\n",
    "import random\n",
    "font = {'family' : 'simhei','weight' : 'bold','size': '15'}\n",
    "plt.rc('font', **font)\n",
    "figure, axes = plt.subplots(nrows=1, ncols=2, figsize=(16,9)) # 绘制一行两列的图标, 返回元组，画布和绘图区(多行多列时是一个二维数组)， \n",
    "\n",
    "\n",
    "# 辅助层\n",
    "axes[0].grid(True, linestyle='-')  # 显示背景网格\n",
    "axes[0].set_xlabel('日期')\n",
    "axes[0].set_ylabel('温度')\n",
    "axes[0].set_title('30天温度变化')\n",
    "axes[1].grid(True, linestyle='-', linewidth=3, alpha=0.5, dashes=(0.5,1.0))  # 显示背景网格\n",
    "axes[1].set_xlabel('日期')\n",
    "axes[1].set_ylabel('温度')\n",
    "axes[1].set_title('30天温度变化')\n",
    "x_mark = range(1,31)\n",
    "y_mark = range(-10, 21, 2) # -20,20步长5产生数据\n",
    "x_labels = ['{} 号'.format(i) for i in x_mark]  # 产生对应个数的标签\n",
    "y_labels = ['{} 度'.format(i) for i in y_mark] # 产生对应个数的标签\n",
    "\n",
    "axes[0].set_xticks(x_mark[::3])  \n",
    "axes[0].set_xticklabels(x_labels[::3])  \n",
    "axes[0].set_yticks(y_mark) \n",
    "axes[0].set_yticklabels(y_labels)  \n",
    "axes[1].set_xticks(x_mark[::3])  \n",
    "axes[1].set_xticklabels(x_labels[::3])  \n",
    "axes[1].set_yticks(y_mark) \n",
    "axes[1].set_yticklabels(y_labels) \n",
    "# 图像层\n",
    "x = range(1, 31) # 天\n",
    "y = [random.uniform(-10, 20) for i in x] # 30个温度随机数\n",
    "y1 = [random.uniform(-10, 20) for i in x] # 30个温度随机数\n",
    "axes[0].plot(x, y, label='line 1')\n",
    "axes[1].plot(x, y1,  color='green', marker='o', markersize=12, label='line 2', linestyle='dashed',linewidth=2)\n",
    "axes[0].legend() # 显示图例 默认best最佳位置，自动调整\n",
    "axes[1].legend(loc='lower right') # 显示图例 右下角\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\tomz\\workstation\\python38-32\\py3\\ai_venv\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:211: RuntimeWarning: Glyph 8722 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "c:\\users\\tomz\\workstation\\python38-32\\py3\\ai_venv\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:180: RuntimeWarning: Glyph 8722 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 此外还可以画出各种数学函数图\n",
    "import numpy, math\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = numpy.linspace(-10,10,1000) # -10,10生成1000个数\n",
    "y = [math.sin(i) for i in x]\n",
    "\n",
    "# 创建画布\n",
    "plt.figure(figsize=[16,9], dpi=80)\n",
    "# 绘图\n",
    "plt.plot(x, y)\n",
    "# 显示\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散点图，分析数据散落情况\n",
    "x = [random.randint(5,7) for i in range(20)]\n",
    "y = [random.random() * 10 + 3 for i in x]\n",
    "plt.figure(figsize=[16,9], dpi=60)\n",
    "plt.scatter(x, y, marker='p', s=300, c='r')  # 标记形状 标记大小  颜色\n",
    "plt.xticks(range(0,10))\n",
    "plt.yticks(range(0,15))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 柱状图 用于多组数据对比\n",
    "m_names = ['复联1','复联2','复联3','复联4']\n",
    "m_views = [123, 234, 153, 271]\n",
    "\n",
    "plt.figure(figsize=(16, 9))\n",
    "\n",
    "plt.xticks(range(4), m_names)\n",
    "\n",
    "plt.bar(range(4), m_views, width=0.5, align='center', color=['r','g','b','y']) # x轴标记个数，y轴数据列表，柱状图宽度，对齐方式\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdGHOVE9gWvrUvKmeARPpUw9P9QwAAIA4gwoAAEAnBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0YM1Cr6hNV1Tb5eetw7IyquqOqHqqqC6pq1sh2+1TVVVW1vqqWV9VRk3kgAAAATG/jOYP6q0k+nGSfkZ9vVtXxSZYkuSjJa5Mcl+QDI9tdnuSQ4fLPJLm6qvaauKkDAAAwkzxvoFZVZRCY17fW1o38PJlBtN7QWru4tXZ7knOSfHC43RFJTkpydmvt1tbakiQrkpw2mQcDAADA9DXWGdRXJJmX5PKqeqyqVlTVbw/HjknyzZF1lyd5aVW9eDi2LsnSkfGbMjjTullVtbiqllXVstWrV2/tcQAAADDNjRWoRyb5SZKPZPB13f+c5KtVtTCDcL1j44qttaeSPJLkwOHYT1trbeS91g3HNqu1dmlrbVFrbdH8+fO35VgAAACYxuY832Br7cokV44surCqTk3yziRPJnlsk002JNlrjDEAAAB4jm15zMy9SQ5KsibJAZuMzU3y+BbG5g3HAAAA4DnGuknS/1FVHxh5PSeD60hvz+Ca0teNjB2WQaCuSnJzBtejLhh5u0VJ7p64qQMAADCTjHUG9QdJPllVb6mq1yS5LMmLknwxg0fMvKuqjh4+//TcJMtaa/e31lYluTHJ+VU1u6peleT0JNdM1oEAAAAwvY15DWpVHZxBkM7JIFj/dWvt3iT3VtUlSW5JsjbJ7CQnj2x+VgZ3+X0ggzOrV7TWrp3oAwAAAGBmeN5ATZLW2n9K8p+2MHZOVX0xyeFJvt9aWzMytmJ4t98Tkvy8tbZ0c+8BAAAAyTgCdSyttZVJVm5hbEOS67Z3HwAAAMx823IXXwAAAJhwAhUAAIAuCFQAAAC6IFABAADogkAFAACgCwIVAACALghUAAAAuiBQAQAA6IJABQAAoAsCFQAAgC4IVAAAALogUAEAAOiCQAUAAKALAhUAAIAuCFQAAAC6IFABAADogkAFAACgCwIVAACALghUAAAAuiBQAQAA6IJABQAAoAsCFQAAgC4IVAAAALogUAEAAOiCQAUAAKALAhUAAIAuCFQAAAC6IFABAADogkAFAACgCwIVAACALghUAAAAuiBQAQAA6IJABQAAoAsCFQAAgC4IVAAAALogUAEAAOiCQAUAAKALAhUAAIAuCFQAAAC6IFABAADogkAFAACgCwIVAACALghUAAAAuiBQAQAA6IJABQAAoAsCFQAAgC4IVAAAALogUAEAAOiCQAUAAKALAhUAAIAuCFQAAAC6sFWBWlX/S1V9Z+T1GVV1R1U9VFUXVNWskbF9quqqqlpfVcur6qgJnDcAAAAzzLgDtar+VZJzR14fn2RJkouSvDbJcUk+MLLJ5UkOGS7/TJKrq2qvCZgzAAAAM9C4ArWq5iS5LMltI4s/nOSG1trFrbXbk5yT5IPD9Y9IclKSs1trt7bWliRZkeS0CZw7AAAAM8h4z6D+xyRPZXC2dKNjknxz5PXyJC+tqhcPx9YlWToyflMGZ1oBAADgOcYM1OG1o/9zkndnEKkbzUtyx8YXrbWnkjyS5MDh2E9ba21k/XXDsS3tZ3FVLauqZatXr96qgwAAAGD6e95ArapdknwpySdaaz/ZZPjJJI9tsmxDkr3GGNus1tqlrbVFrbVF8+fPH8/cAQAAmEHGOoP6vyZ5KMnFmxlbk+SATZbNTfL4FsbmDccAAADgOeaMMf7vkuyfZG1VJcmuSXatqnVJ/iLJ65J8JUmq6rAMAnVVkvszuB51QWvtnuF7LUpy94QfAQAAADPCWIH6+k3Wefvw57eTHJrkL6vq80l+nMEjaJa11u5Pkqq6Mcn5VfXeJP8qyelJfnNipw8AAMBM8byB2lpbNfq6qtYkeay1dmeSO6vqkiS3JFmbZHaSk0dWPyuDu/w+kMGZ1Staa9dO3NQBAACYScY6g/osrbXLMnge6sbX51TVF5McnuT7rbU1I2MrqmphkhOS/Ly1tjQAAACwBVsVqJvTWluZZOUWxjYkuW579wEAAMDMN+ZzUAEAAGBHEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQhXEHalXtUVW/WlWHT+aEAAAA2DmNK1Cr6n9M8rMk/3eSW6rqmqqaPRw7o6ruqKqHquqCqpo1st0+VXVVVa2vquVVddSkHAUAAADT3piBWlW7JVmS5D2ttWOS/Mskv5rk1Ko6fjh2UZLXJjkuyQdGNr88ySHD5Z9JcnVV7TWhRwAAAMCMMJ4zqPOSfLq1dk2StNYeTHJ3kvlJPpzkhtbaxa2125Ock+SDSVJVRyQ5KcnZrbVbW2tLkqxIctrEHwYAAADT3ZiB2lp7oLX2+Y2vq+q3krw8yV8lOSbJN0dWX57kpVX14uHYuiRLR8ZvyuBM63NU1eKqWlZVy1avXr3VBwIAAMD0tjU3Sdq1qu5KcmWSs1pr92ZwdvWOjeu01p5K8kiSA4djP22ttZG3WTcce47W2qWttUWttUXz58/f+iMBAABgWpsz3hVba7+sqn+d5MwkX6iqHyV5Msljm6y6IcleY4wBAADAs2zVc1Bba3e11j6R5JYk/zbJmiQHbLLa3CSPb2Fs3nAMAAAAnmU8d/E9vqq+ssniJzI4Q3pTkteNrHtYBoG6KsnNGVyPumBku0UZ3GAJAAAAnmU8Z1BXJHlzVZ1fVQdW1TuTvD7J1zJ4xMy7quro4fNPz02yrLV2f2ttVZIbk5xfVbOr6lVJTk9yzeQcCgAAANPZmNegttZ+XlW/nuT/TPKhJP+Q5PTW2o+TpKouyeArv2uTzE5y8sjmZ2Vwl98HMjizekVr7doJPQIAAABmhHHdJKm1dkuS47Ywdk5VfTHJ4Um+31pbMzK2oqoWJjkhyc9ba0s39x4AAAAw7rv4Pp/W2sokK7cwtiHJdROxHwAAAGaurbqLLwAAAEwWgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0IU5Uz0BAABgah38B9dO9RSYQHde8JapnsI2cwYVAACALghUAAAAuiBQAQAA6IJABQAAoAsCFQAAgC4IVAAAALogUAEAAOiCQAUAAKALAhUAAIAuCFQAAAC6IFABAADogkAFAACgCwIVAACALghUAAAAuiBQAQAA6IJABQAAoAsCFQAAgC6MK1Cr6piquqWqfllVD1bVH4yMnVFVd1TVQ1V1QVXNGhnbp6quqqr1VbW8qo6ajIMAAABg+hszUKtqbpJrk3wryUFJ3p/kf6+qf1NVxydZkuSiJK9NclySD4xsfnmSQ4bLP5Pk6qraa0KPAAAAgBlhPGdQX5nkK621T7TW7m+t/UWSH2UQpB9OckNr7eLW2u1JzknywSSpqiOSnJTk7Nbara21JUlWJDltMg4EAACA6W3MQG2t3dxa+w8bX1fVC5IcmuQnSY5J8s2R1ZcneWlVvXg4ti7J0pHxmzIIWwAAAHiWbblJ0keTrE3yl0nmJblj40Br7akkjyQ5cDj209ZaG9l23XDsOapqcVUtq6plq1ev3oZpAQAAMJ1tVaBW1TFJPpnk91trv0zyZJLHNlltQ5K9xhh7jtbapa21Ra21RfPnz9+aaQEAADADjDtQq2rfJFcl+aPW2reHi9ckOWCTVecmeXwLY/OGYwAAAPAs433MzB4ZfKX3h0k+PTJ0U5LXjax3WAaBuirJzRlcj7pgZP1FSe7ezjkDAAAwA43nMTOV5MokL0zy+0n2rKq9hjdLWpLkXVV19PD5p+cmWTa82++qJDcmOb+qZlfVq5KcnuSayToYAAAApq8541jnyCRvGf75wZHlX2qtvaeqLklySwY3Tpqd5OSRdc7K4C6/D2RwZvWK1tq12z1rAAAAZpwxA7W19t+S1POMn1NVX0xyeJLvt9bWjIytqKqFSU5I8vPW2tItvQ8AAAA7t/GcQR1Ta21lkpVbGNuQ5LqJ2A8AAAAz17Y8BxUAAAAmnEAFAACgCwIVAACALghUAAAAuiBQAQAA6IJABQAAoAsCFQAAgC4IVAAAALogUAEAAOiCQAUAAKALAhUAAIAuCFQAAAC6IFABAADogkAFAACgCwIVAACALghUAAAAuiBQAQAA6IJABQAAoAsCFQAAgC4IVAAAALogUAEAAOiCQAUAAKALAhUAAIAuCFQAAAC6IFABAADogkAFAACgCwIVAACALghUAAAAuiBQAQAA6IJABQAAoAsCFQAAgC4IVAAAALogUAEAAOiCQAUAAKALAhUAAIAuCFQAAAC6IFABAADogkAFAACgCwIVAACALghUAAAAujBnqicAU+3gP7h2qqfABLrzgrdM9RQAANhGzqACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdGHegVtXsqvrrqnrPJsvPqKo7quqhqrqgqmaNjO1TVVdV1fqqWl5VR03g3AEAAJhBxhWoVbVbkq8kefMmy49PsiTJRUlem+S4JB8YWeXyJIcMl38mydVVtdf2TxsAAICZZrxnUC9JsiHJf91k+YeT3NBau7i1dnuSc5J8MEmq6ogkJyU5u7V2a2ttSZIVSU6bkJkDAAAwo4w3UM9rrZ2Z5IlNlh+T5Jsjr5cneWlVvXg4ti7J0pHxmzI40/ocVbW4qpZV1bLVq1ePc1oAAADMFOMK1OHZ0c2Zl+SOkfWeSvJIkgOHYz9trbWR9dcNxza3j0tba4taa4vmz58/nmkBAAAwg2zvXXyfTPLYJss2JNlrjDEAAAB4lu0N1DVJDthk2dwkj29hbN5wDAAAAJ5lewP1piSv2/iiqg7LIFBXJbk5g+tRF4ysvyjJ3du5TwAAAGag7Q3UJUneVVVHD59/em6SZa21+1trq5LcmOT84TNUX5Xk9CTXbOc+AQAAmIHmbM/GrbXvVNUlSW5JsjbJ7CQnj6xyVgZ3+X0ggzOrV7TWrt2efQIAADAzbVWgttbesJll51TVF5McnuT7rbU1I2MrqmphkhOS/Ly1tnTT7QEAACDZzjOoG7XWViZZuYWxDUmum4j9AAAAMHNt7zWoAAAAMCEEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAHyfGrwAAAcqSURBVABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRBoAIAANAFgQoAAEAXBCoAAABdEKgAAAB0QaACAADQBYEKAABAFwQqAAAAXRCoAAAAdEGgAgAA0AWBCgAAQBcEKgAAAF0QqAAAAHRh0gO1qvapqquqan1VLa+qoyZ7nwAAAEw/c3bAPi5Psl+S45K8OsnVVXVka+0XO2DfAAAATBOTega1qo5IclKSs1trt7bWliRZkeS0ydwvAAAA089kf8X3mCTrkiwdWXZTktdO8n4BAACYZib7K77zkvy0tdZGlq3LIFyfpaoWJ1k8fPmLqvrJJM8Nht66b5I1Uz0LJkb90VTPAACmI5+HZpJp8nnopZtbONmB+mSSxzZZtiHJXpuu2Fq7NMmlkzwfeI6qWtZaWzTV8wAAmCo+D9GLyf6K75okB2yybF6Sxyd5vwAAAEwzkx2oNyd5aVUtGFm2KMndk7xfAAAApplJDdTW2qokNyY5v6pmV9Wrkpye5JrJ3C9sJV8tBwB2dj4P0YV69v2LJmEHVQuTfDPJnknmJrmitfbuSd0pAAAA086kB2qSVNUeSU5I8vPW2tKx1odtUVW7tdY2vSnX5tablWR2a+2JkWWVZNcMvoL+otbaXw2Xn5PkH1prV0/StAEAJozPQ0x3k30NapKktbahtXadOGWyDP9Cvb6qPjKO1X8tycNV9XRVraqq1RncuOvuJLslubiqdhuu+++S/ItJmTQAwATyeYiZYLIfMwM7yieSvC7JrKo6dQvr7JrB9RVfTvLKJD9qrR1YVW9I8scbb61eVQ8leUdV/X9JFgzXBwDonc9DTHsClWmvqj6e5PeSHJfk/udZ9QUZfM386cE/MG72vQ5I8rEkP0ry3iRXJXlhVe3eWntoZL3ZSf4qyZWttcsm4jgAALbVjv48VFXHJPl8klcnWZfkM621CybocNiJCVSmraraK8kVSY5KckuSbydZv4XVD0jya621n4zxtrdncEOvUWcm+bMkvz3c725J/p8kb05y5TZNHgBgAkzF56Gqmpvk2iT/OcnbMojiK6vq71pr396mA4Ehgcq01Vr7RVX9IMnZST6U5LOttf9tc+tW1Z1Jnthk8byqWpfB/wcrh8venOSRJO9McmSSczL4l8bHR7a7JMmGJP91Yo4EAGDbTNHnoVcm+Upr7RPD139RVT9K8toMAhm2mUBlWmutfTpJhl9R+UBV/c4WVj0wyaa3rH64tbb3xmsuhu/3veH7vTnJA621/76Z9zqvtXZ7VX1n+48AAGD77OjPQ621m5PcvPF1Vb0gyaFJxjozC2MSqMwUuyT5bpKvb2H8j5PMfr43qKpdhus8nmRekn8aLq8ku7XWHk2S1trtEzRnAICJtMM+D23io0nWJvnLbZs2/LMd8pgZ2AEuT/LjJJ9Lssdmxj+W5GebLNv4lZZrhq/fmcE1G+sy+It28XB8XZJ7JmPSAAATaId/HhreLOmTSX6/tfbLiTgIdm7V2qZn+WH6qaoXJ/l/k/zLJKs3s8oNrbUzR9Y/OIPbqj/zlZaNt1Ufjv/3DJ73tWBLD7sefsX3MnfxBQB6sKM/D1XVvhncmOnLrbVPTdyRsDNzBpVpr6pOSLIsyX9LcluSX2+tHdxaOzjJpzL47/wTm9l0VlW9KclpSQ4dPucrVXVEkhcl+S9JPjzpBwAAsJ129Oehqtojg6/0/jDJpyf6eNh5uQaVaa2q5iU5P8nHk3wtyX9IcmNVnZfBdRj/NskbW2v3jWyzMMnyDJ4R9o4M7lJ3V5ITq2pWkouT/FGSJUl+VFX/2Fr7sx13VAAA47ejPw8Nr0e9MskLk/xGkj2HN2h6orU2+uQD2GoClWmttfZwkl9LkqraNcn1SQ7P8C50SS5NclhVPZrkvjawoqpe3Vr7h+F2b0ryxiRPJ/lskrlJPt9ae7yqzkjy11X120nOcYMkAKA3O/rzUAbXt75l+N4PjkzlS0neM3lHys5AoDKtVdV/THJKkpckeXGSH2Xw/K3Dhq/flsHXWV49WL3uT/K6jX8ZD704ye5Jjhiud+rGf/1rrX2/qo5L8u+T/HR03621N0zekQEAjM+O/jzUWns6Se2IY2Pn4yZJTGtVdWgGNwK4Pckdw78wN7fe7CQvT3JAa+27O3CKAACTyuchZhKBCgAAQBfcxRcAAIAuCFQAAAC6IFABAADogkAFAACgCwIVAACALghUAAAAuvD/A5wZVTQeXkv6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 柱状图 对比， 妇联1-4周月对比\n",
    "m_names = ['复联1','复联2']\n",
    "m_week = [123, 234]\n",
    "m_month = [523, 734]\n",
    "\n",
    "plt.figure(figsize=(16, 9))\n",
    "\n",
    "plt.bar([i + 0.2 for i in range(1,3)], m_week, width=0.2, label='week') # 第一个图标宽0.2 从i+0.2位置开始绘图，也就是1.2，2.2\n",
    "plt.bar(range(1,3), m_month, width=0.2, label='month') # 第二个图表从1开始画图，宽0.2，从位置1,2开始\n",
    "\n",
    "# x轴标签显示在中间，因为上面绘图宽度0.2，默认标签在第一个柱状图中间，要显示在两个柱状图的中间需往右偏移0.1\n",
    "plt.xticks([i + 0.1 for i in range(1,3)], m_names)  \n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 直方图，用于同一组数据的分布情况， x轴代表数据区间，y轴代表x轴数据频次或频率\n",
    "x = [15,16,15,17,17,18,16,16,16,17,17,17,17,15,16,15,17,17,18,16,16,16,17,17,17,17,17,19,19,19,20,20] # 分布\n",
    "\n",
    "\n",
    "plt.figure(figsize=(16,9))\n",
    "# 直方图需设置组间距 = x轴最大-x轴最小 / 步长\n",
    "plt.hist(x, bins=int(max(x)-min(x)/ 1), density=True)  # density密度，1与 背景表格匹配\n",
    "\n",
    "plt.xticks(range(int(min(x)),int(max(x)+2), 1))\n",
    "\n",
    "plt.grid()\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 饼图\n",
    "m_names = ['复联1','复联2','复联3','复联4']\n",
    "m_views = [123, 234, 153, 271]\n",
    "\n",
    "plt.figure(figsize=(9, 9))\n",
    "\n",
    "plt.pie(m_views, labels=m_names, colors=('r','g','b','y'), autopct='%1.2f%%') # 最后一个参数是饼图百分比字符串格式化\n",
    "\n",
    "plt.legend()\n",
    "plt.axis('equal') # 饼图的x-y等宽，否则饼就被压扁了\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 更多图表 参照：https://matplotlib.org/tutorials/introductory/sample_plots.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
